diff --git a/doc/web/course.dlog b/doc/web/course.dlog
index fc693eaa9..d5be0bbdf 100644
--- a/doc/web/course.dlog
+++ b/doc/web/course.dlog
@@ -132,3 +132,6 @@ output in course.html
 running mako on course.do.txt to make tmp_mako__course.do.txt
 translating doconce text in tmp_mako__course.do.txt to html
 output in course.html
+running mako on course.do.txt to make tmp_mako__course.do.txt
+translating doconce text in tmp_mako__course.do.txt to html
+output in course.html
diff --git a/doc/web/course.do.txt b/doc/web/course.do.txt
index 813d78341..022e60e8a 100644
--- a/doc/web/course.do.txt
+++ b/doc/web/course.do.txt
@@ -104,7 +104,8 @@ ${text_types(ch)}
  * HTML:
    * "Plain html":"http://compphysics.github.io/MachineLearning/doc/Projects/2020/Project1/html/Project1.html"
    * "Bootstrap  slide style, easy for reading on mobile devices": "http://compphysics.github.io/MachineLearning/doc/Projects/2020/Project1/html/Project1-bs.html"
-
+ * Jupyter notebook:
+   * "ipynb file": "http://compphysics.github.io/MachineLearning/doc/Projects/2020/Project1/ipynb/Project1.ipynb"
 
 === Project 2, Deadline November 2 (available September 28) ===
  * LaTeX and PDF:
@@ -113,6 +114,9 @@ ${text_types(ch)}
  * HTML:
    * "Plain html":"http://compphysics.github.io/MachineLearning/doc/Projects/2020/Project2/html/Project2.html"
    * "Bootstrap  slide style, easy for reading on mobile devices": "http://compphysics.github.io/MachineLearning/doc/Projects/2020/Project2/html/Project2-bs.html"
+ * Jupyter notebook:
+   * "ipynb file": "http://compphysics.github.io/MachineLearning/doc/Projects/2020/Project2/ipynb/Project2.ipynb"
+
 
 === Project 3, Deadline December 7 (available November 2) ===
  * LaTeX and PDF:
@@ -121,6 +125,8 @@ ${text_types(ch)}
  * HTML:
    * "Plain html":"http://compphysics.github.io/MachineLearning/doc/Projects/2020/Project3/html/Project3.html"
    * "Bootstrap  slide style, easy for reading on mobile devices": "http://compphysics.github.io/MachineLearning/doc/Projects/2020/Project3/html/Project3-bs.html"
+ * Jupyter notebook:
+   * "ipynb file": "http://compphysics.github.io/MachineLearning/doc/Projects/2020/Project3/ipynb/Project3.ipynb"
 
 
 
diff --git a/doc/web/course.html b/doc/web/course.html
index 41463e7b4..33723d237 100644
--- a/doc/web/course.html
+++ b/doc/web/course.html
@@ -833,6 +833,12 @@ formulas in HTML or ipython notebook files.
    <li> <a href="http://compphysics.github.io/MachineLearning/doc/Projects/2020/Project1/html/Project1-bs.html" target="_self">Bootstrap  slide style, easy for reading on mobile devices</a></li>
 </ul>
 
+ <li> Jupyter notebook:</li>
+
+<ul>
+   <li> <a href="http://compphysics.github.io/MachineLearning/doc/Projects/2020/Project1/ipynb/Project1.ipynb" target="_self">ipynb file</a></li>
+</ul>
+
 </ul>
 
 <h3 id="___sec24">Project 2, Deadline November 2 (available September 28) </h3>
@@ -852,6 +858,12 @@ formulas in HTML or ipython notebook files.
    <li> <a href="http://compphysics.github.io/MachineLearning/doc/Projects/2020/Project2/html/Project2-bs.html" target="_self">Bootstrap  slide style, easy for reading on mobile devices</a></li>
 </ul>
 
+ <li> Jupyter notebook:</li>
+
+<ul>
+   <li> <a href="http://compphysics.github.io/MachineLearning/doc/Projects/2020/Project2/ipynb/Project2.ipynb" target="_self">ipynb file</a></li>
+</ul>
+
 </ul>
 
 <h3 id="___sec25">Project 3, Deadline December 7 (available November 2) </h3>
@@ -871,6 +883,12 @@ formulas in HTML or ipython notebook files.
    <li> <a href="http://compphysics.github.io/MachineLearning/doc/Projects/2020/Project3/html/Project3-bs.html" target="_self">Bootstrap  slide style, easy for reading on mobile devices</a></li>
 </ul>
 
+ <li> Jupyter notebook:</li>
+
+<ul>
+   <li> <a href="http://compphysics.github.io/MachineLearning/doc/Projects/2020/Project3/ipynb/Project3.ipynb" target="_self">ipynb file</a></li>
+</ul>
+
 </ul>
 
 
diff --git a/doc/web/tmp_mako__course.do.txt b/doc/web/tmp_mako__course.do.txt
index 0894090f2..e92d493d7 100644
--- a/doc/web/tmp_mako__course.do.txt
+++ b/doc/web/tmp_mako__course.do.txt
@@ -361,7 +361,8 @@ formulas in HTML or ipython notebook files.
  * HTML:
    * "Plain html":"http://compphysics.github.io/MachineLearning/doc/Projects/2020/Project1/html/Project1.html"
    * "Bootstrap  slide style, easy for reading on mobile devices": "http://compphysics.github.io/MachineLearning/doc/Projects/2020/Project1/html/Project1-bs.html"
-
+ * Jupyter notebook:
+   * "ipynb file": "http://compphysics.github.io/MachineLearning/doc/Projects/2020/Project1/ipynb/Project1.ipynb"
 
 === Project 2, Deadline November 2 (available September 28) ===
  * LaTeX and PDF:
@@ -370,6 +371,9 @@ formulas in HTML or ipython notebook files.
  * HTML:
    * "Plain html":"http://compphysics.github.io/MachineLearning/doc/Projects/2020/Project2/html/Project2.html"
    * "Bootstrap  slide style, easy for reading on mobile devices": "http://compphysics.github.io/MachineLearning/doc/Projects/2020/Project2/html/Project2-bs.html"
+ * Jupyter notebook:
+   * "ipynb file": "http://compphysics.github.io/MachineLearning/doc/Projects/2020/Project2/ipynb/Project2.ipynb"
+
 
 === Project 3, Deadline December 7 (available November 2) ===
  * LaTeX and PDF:
@@ -378,6 +382,8 @@ formulas in HTML or ipython notebook files.
  * HTML:
    * "Plain html":"http://compphysics.github.io/MachineLearning/doc/Projects/2020/Project3/html/Project3.html"
    * "Bootstrap  slide style, easy for reading on mobile devices": "http://compphysics.github.io/MachineLearning/doc/Projects/2020/Project3/html/Project3-bs.html"
+ * Jupyter notebook:
+   * "ipynb file": "http://compphysics.github.io/MachineLearning/doc/Projects/2020/Project3/ipynb/Project3.ipynb"